A survey on deep learning empowered IoT applications

X Ma, T Yao, M Hu, Y Dong, W Liu, F Wang… - IEEE Access, 2019 - ieeexplore.ieee.org
The Internet of Things (IoT) is widely regarded as a key component of the Internet of the
future and thereby has drawn significant interests in recent years. IoT consists of billions of …

Mobilellm: Optimizing sub-billion parameter language models for on-device use cases

Z Liu, C Zhao, F Iandola, C Lai, Y Tian… - arXiv preprint arXiv …, 2024 - arxiv.org
This paper addresses the growing need for efficient large language models (LLMs) on
mobile devices, driven by increasing cloud costs and latency concerns. We focus on …

Semantic communication meets edge intelligence

W Yang, ZQ Liew, WYB Lim, Z Xiong… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
The development of emerging applications, such as autonomous transportation systems, is
expected to result in an explosive growth in mobile data traffic. As the available spectrum …

NewsBERT: Distilling pre-trained language model for intelligent news application

C Wu, F Wu, Y Yu, T Qi, Y Huang, Q Liu - arXiv preprint arXiv:2102.04887, 2021 - arxiv.org
Pre-trained language models (PLMs) like BERT have made great progress in NLP. News
articles usually contain rich textual information, and PLMs have the potentials to enhance …

Neuromorphic wireless cognition: Event-driven semantic communications for remote inference

J Chen, N Skatchkovsky… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Neuromorphic computing is an emerging computing paradigm that moves away from
batched processing towards the online, event-driven, processing of streaming data …

Adaptive semantic-bit communication for extended reality interactions

C Wang, Y Li, F Gao, D Deng, J Xu… - IEEE Journal of …, 2023 - ieeexplore.ieee.org
Semantic communication is a novel paradigm that conveys intention or goal from the source
to the destination. It can greatly improve communication efficiency, especially for the …

Predictive and adaptive deep coding for wireless image transmission in semantic communication

W Zhang, H Zhang, H Ma, H Shao… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Semantic communication is a newly emerged communication paradigm that exploits deep
learning (DL) models to realize communication processes like source coding and channel …

Rethinking modern communication from semantic coding to semantic communication

K Lu, Q Zhou, R Li, Z Zhao, X Chen… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
Modern communications are usually designed to pursue a higher bit-level precision and
fewer bits while transmitting a message. This article rethinks these two major features and …

Semantics-empowered communications: A tutorial-cum-survey

Z Lu, R Li, K Lu, X Chen, E Hossain… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Along with the springing up of the semantics-empowered communication (SemCom)
research, it is now witnessing an unprecedentedly growing interest towards a wide range of …

Context-based semantic communication via dynamic programming

Y Zhang, H Zhao, J Wei, J Zhang… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Standard digital communication techniques allow us to set aside the meaning of the
messages to concentrate on the transmission of bits efficiently and reliably. However, with …